Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 119390 |
| Missing cells | 129425 |
| Missing cells (%) | 3.4% |
| Duplicate rows | 8171 |
| Duplicate rows (%) | 6.8% |
| Total size in memory | 112.4 MiB |
| Average record size in memory | 987.1 B |
Variable types
| Categorical | 18 |
|---|---|
| Numeric | 14 |
| Dataset has 8171 (6.8%) duplicate rows | Duplicates |
country has a high cardinality: 177 distinct values | High cardinality |
reservation_status_date has a high cardinality: 926 distinct values | High cardinality |
arrival_date_week_number is highly correlated with arrival_date_year and 2 other fields | High correlation |
agent is highly correlated with hotel and 1 other fields | High correlation |
hotel is highly correlated with assigned_room_type and 2 other fields | High correlation |
is_canceled is highly correlated with reservation_status | High correlation |
arrival_date_month is highly correlated with arrival_date_year and 1 other fields | High correlation |
market_segment is highly correlated with distribution_channel and 3 other fields | High correlation |
distribution_channel is highly correlated with market_segment | High correlation |
reserved_room_type is highly correlated with children and 1 other fields | High correlation |
assigned_room_type is highly correlated with hotel and 1 other fields | High correlation |
reservation_status is highly correlated with is_canceled and 1 other fields | High correlation |
arrival_date_year is highly correlated with arrival_date_month and 1 other fields | High correlation |
is_repeated_guest is highly correlated with previous_bookings_not_canceled | High correlation |
previous_bookings_not_canceled is highly correlated with previous_cancellations | High correlation |
lead_time is highly correlated with company | High correlation |
stays_in_weekend_nights is highly correlated with stays_in_week_nights and 1 other fields | High correlation |
stays_in_week_nights is highly correlated with stays_in_weekend_nights | High correlation |
children is highly correlated with reserved_room_type | High correlation |
previous_cancellations is highly correlated with previous_bookings_not_canceled | High correlation |
booking_changes is highly correlated with stays_in_weekend_nights | High correlation |
deposit_type is highly correlated with market_segment and 1 other fields | High correlation |
company is highly correlated with hotel and 4 other fields | High correlation |
customer_type is highly correlated with market_segment | High correlation |
agent has 16340 (13.7%) missing values | Missing |
company has 112593 (94.3%) missing values | Missing |
previous_cancellations is highly skewed (γ1 = 24.45804872) | Skewed |
previous_bookings_not_canceled is highly skewed (γ1 = 23.53979995) | Skewed |
lead_time has 6345 (5.3%) zeros | Zeros |
stays_in_weekend_nights has 51998 (43.6%) zeros | Zeros |
stays_in_week_nights has 7645 (6.4%) zeros | Zeros |
previous_cancellations has 112906 (94.6%) zeros | Zeros |
previous_bookings_not_canceled has 115770 (97.0%) zeros | Zeros |
booking_changes has 101314 (84.9%) zeros | Zeros |
days_in_waiting_list has 115692 (96.9%) zeros | Zeros |
adr has 1959 (1.6%) zeros | Zeros |
total_of_special_requests has 70318 (58.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-21 06:29:25.155427 |
|---|---|
| Analysis finished | 2022-10-21 06:30:24.111965 |
| Duration | 58.96 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.7 MiB |
| City Hotel | |
|---|---|
| Resort Hotel |
Length
| Max length | 12 |
|---|---|
| Median length | 10 |
| Mean length | 10.67107798 |
| Min length | 10 |
Characters and Unicode
| Total characters | 1274020 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Resort Hotel |
|---|---|
| 2nd row | Resort Hotel |
| 3rd row | Resort Hotel |
| 4th row | Resort Hotel |
| 5th row | Resort Hotel |
Common Values
| Value | Count | Frequency (%) |
| City Hotel | 79330 | |
| Resort Hotel | 40060 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| hotel | 119390 | |
| city | 79330 | |
| resort | 40060 | 16.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 238780 | |
| o | 159450 | |
| e | 159450 | |
| 119390 | ||
| H | 119390 | |
| l | 119390 | |
| C | 79330 | 6.2% |
| i | 79330 | 6.2% |
| y | 79330 | 6.2% |
| R | 40060 | 3.1% |
| Other values (2) | 80120 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 915850 | |
| Uppercase Letter | 238780 | 18.7% |
| Space Separator | 119390 | 9.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 238780 | |
| o | 159450 | |
| e | 159450 | |
| l | 119390 | |
| i | 79330 | 8.7% |
| y | 79330 | 8.7% |
| s | 40060 | 4.4% |
| r | 40060 | 4.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 119390 | |
| C | 79330 | |
| R | 40060 | 16.8% |
Space Separator
| Value | Count | Frequency (%) |
| 119390 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1154630 | |
| Common | 119390 | 9.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 238780 | |
| o | 159450 | |
| e | 159450 | |
| H | 119390 | |
| l | 119390 | |
| C | 79330 | 6.9% |
| i | 79330 | 6.9% |
| y | 79330 | 6.9% |
| R | 40060 | 3.5% |
| s | 40060 | 3.5% |
Common
| Value | Count | Frequency (%) |
| 119390 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1274020 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 238780 | |
| o | 159450 | |
| e | 159450 | |
| 119390 | ||
| H | 119390 | |
| l | 119390 | |
| C | 79330 | 6.2% |
| i | 79330 | 6.2% |
| y | 79330 | 6.2% |
| R | 40060 | 3.1% |
| Other values (2) | 80120 | 6.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 119390 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 75166 | |
| 1 | 44224 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 75166 | |
| 1 | 44224 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 75166 | |
| 1 | 44224 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 119390 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 75166 | |
| 1 | 44224 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 119390 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 75166 | |
| 1 | 44224 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 119390 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 75166 | |
| 1 | 44224 |
| Distinct | 479 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.0114164 |
| Minimum | 0 |
|---|---|
| Maximum | 737 |
| Zeros | 6345 |
| Zeros (%) | 5.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 18 |
| median | 69 |
| Q3 | 160 |
| 95-th percentile | 320 |
| Maximum | 737 |
| Range | 737 |
| Interquartile range (IQR) | 142 |
Descriptive statistics
| Standard deviation | 106.863097 |
|---|---|
| Coefficient of variation (CV) | 1.027416997 |
| Kurtosis | 1.696448849 |
| Mean | 104.0114164 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 1.346549873 |
| Sum | 12417923 |
| Variance | 11419.72151 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6345 | 5.3% |
| 1 | 3460 | 2.9% |
| 2 | 2069 | 1.7% |
| 3 | 1816 | 1.5% |
| 4 | 1715 | 1.4% |
| 5 | 1565 | 1.3% |
| 6 | 1445 | 1.2% |
| 7 | 1331 | 1.1% |
| 8 | 1138 | 1.0% |
| 12 | 1079 | 0.9% |
| Other values (469) | 97427 |
| Value | Count | Frequency (%) |
| 0 | 6345 | |
| 1 | 3460 | |
| 2 | 2069 | 1.7% |
| 3 | 1816 | 1.5% |
| 4 | 1715 | 1.4% |
| 5 | 1565 | 1.3% |
| 6 | 1445 | 1.2% |
| 7 | 1331 | 1.1% |
| 8 | 1138 | 1.0% |
| 9 | 992 | 0.8% |
| Value | Count | Frequency (%) |
| 737 | 1 | < 0.1% |
| 709 | 1 | < 0.1% |
| 629 | 17 | |
| 626 | 30 | |
| 622 | 17 | |
| 615 | 17 | |
| 608 | 17 | |
| 605 | 30 | |
| 601 | 17 | |
| 594 | 17 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.9 MiB |
| 2016 | |
|---|---|
| 2017 | |
| 2015 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 477560 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2015 |
|---|---|
| 2nd row | 2015 |
| 3rd row | 2015 |
| 4th row | 2015 |
| 5th row | 2015 |
Common Values
| Value | Count | Frequency (%) |
| 2016 | 56707 | |
| 2017 | 40687 | |
| 2015 | 21996 | 18.4% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 2016 | 56707 | |
| 2017 | 40687 | |
| 2015 | 21996 | 18.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 119390 | |
| 0 | 119390 | |
| 1 | 119390 | |
| 6 | 56707 | |
| 7 | 40687 | 8.5% |
| 5 | 21996 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 477560 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 119390 | |
| 0 | 119390 | |
| 1 | 119390 | |
| 6 | 56707 | |
| 7 | 40687 | 8.5% |
| 5 | 21996 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 477560 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 119390 | |
| 0 | 119390 | |
| 1 | 119390 | |
| 6 | 56707 | |
| 7 | 40687 | 8.5% |
| 5 | 21996 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 477560 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 119390 | |
| 0 | 119390 | |
| 1 | 119390 | |
| 6 | 56707 | |
| 7 | 40687 | 8.5% |
| 5 | 21996 | 4.6% |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.2 MiB |
| August | |
|---|---|
| July | |
| May | |
| October | |
| April | |
| Other values (7) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 5.903182846 |
| Min length | 3 |
Characters and Unicode
| Total characters | 704781 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | July |
|---|---|
| 2nd row | July |
| 3rd row | July |
| 4th row | July |
| 5th row | July |
Common Values
| Value | Count | Frequency (%) |
| August | 13877 | |
| July | 12661 | |
| May | 11791 | |
| October | 11160 | |
| April | 11089 | |
| June | 10939 | |
| September | 10508 | |
| March | 9794 | |
| February | 8068 | |
| November | 6794 | |
| Other values (2) | 12709 |
Length
| Value | Count | Frequency (%) |
| august | 13877 | |
| july | 12661 | |
| may | 11791 | |
| october | 11160 | |
| april | 11089 | |
| june | 10939 | |
| september | 10508 | |
| march | 9794 | |
| february | 8068 | |
| november | 6794 | |
| Other values (2) | 12709 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 95619 | |
| r | 78190 | 11.1% |
| u | 65351 | 9.3% |
| b | 43310 | 6.1% |
| a | 41511 | 5.9% |
| y | 38449 | 5.5% |
| t | 35545 | 5.0% |
| J | 29529 | 4.2% |
| c | 27734 | 3.9% |
| A | 24966 | 3.5% |
| Other values (16) | 224577 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 585391 | |
| Uppercase Letter | 119390 | 16.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 95619 | |
| r | 78190 | |
| u | 65351 | |
| b | 43310 | 7.4% |
| a | 41511 | 7.1% |
| y | 38449 | 6.6% |
| t | 35545 | 6.1% |
| c | 27734 | 4.7% |
| m | 24082 | 4.1% |
| l | 23750 | 4.1% |
| Other values (8) | 111850 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 29529 | |
| A | 24966 | |
| M | 21585 | |
| O | 11160 | 9.3% |
| S | 10508 | 8.8% |
| F | 8068 | 6.8% |
| N | 6794 | 5.7% |
| D | 6780 | 5.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 704781 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 95619 | |
| r | 78190 | 11.1% |
| u | 65351 | 9.3% |
| b | 43310 | 6.1% |
| a | 41511 | 5.9% |
| y | 38449 | 5.5% |
| t | 35545 | 5.0% |
| J | 29529 | 4.2% |
| c | 27734 | 3.9% |
| A | 24966 | 3.5% |
| Other values (16) | 224577 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 704781 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 95619 | |
| r | 78190 | 11.1% |
| u | 65351 | 9.3% |
| b | 43310 | 6.1% |
| a | 41511 | 5.9% |
| y | 38449 | 5.5% |
| t | 35545 | 5.0% |
| J | 29529 | 4.2% |
| c | 27734 | 3.9% |
| A | 24966 | 3.5% |
| Other values (16) | 224577 |
| Distinct | 53 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.16517296 |
| Minimum | 1 |
|---|---|
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 28 |
| Q3 | 38 |
| 95-th percentile | 49 |
| Maximum | 53 |
| Range | 52 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 13.60513836 |
|---|---|
| Coefficient of variation (CV) | 0.500830176 |
| Kurtosis | -0.9860771763 |
| Mean | 27.16517296 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -0.01001432604 |
| Sum | 3243250 |
| Variance | 185.0997897 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33 | 3580 | 3.0% |
| 30 | 3087 | 2.6% |
| 32 | 3045 | 2.6% |
| 34 | 3040 | 2.5% |
| 18 | 2926 | 2.5% |
| 21 | 2854 | 2.4% |
| 28 | 2853 | 2.4% |
| 17 | 2805 | 2.3% |
| 20 | 2785 | 2.3% |
| 29 | 2763 | 2.3% |
| Other values (43) | 89652 |
| Value | Count | Frequency (%) |
| 1 | 1047 | |
| 2 | 1218 | |
| 3 | 1319 | |
| 4 | 1487 | |
| 5 | 1387 | |
| 6 | 1508 | |
| 7 | 2109 | |
| 8 | 2216 | |
| 9 | 2117 | |
| 10 | 2149 |
| Value | Count | Frequency (%) |
| 53 | 1816 | |
| 52 | 1195 | |
| 51 | 933 | |
| 50 | 1505 | |
| 49 | 1782 | |
| 48 | 1504 | |
| 47 | 1685 | |
| 46 | 1574 | |
| 45 | 1941 | |
| 44 | 2272 |
arrival_date_day_of_month
Real number (ℝ≥0)
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.79824106 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 30 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.780829471 |
|---|---|
| Coefficient of variation (CV) | 0.5558105765 |
| Kurtosis | -1.187168319 |
| Mean | 15.79824106 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.002000453979 |
| Sum | 1886152 |
| Variance | 77.10296619 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 4406 | 3.7% |
| 5 | 4317 | 3.6% |
| 15 | 4196 | 3.5% |
| 25 | 4160 | 3.5% |
| 26 | 4147 | 3.5% |
| 9 | 4096 | 3.4% |
| 12 | 4087 | 3.4% |
| 16 | 4078 | 3.4% |
| 2 | 4055 | 3.4% |
| 19 | 4052 | 3.4% |
| Other values (21) | 77796 |
| Value | Count | Frequency (%) |
| 1 | 3626 | |
| 2 | 4055 | |
| 3 | 3855 | |
| 4 | 3763 | |
| 5 | 4317 | |
| 6 | 3833 | |
| 7 | 3665 | |
| 8 | 3921 | |
| 9 | 4096 | |
| 10 | 3575 |
| Value | Count | Frequency (%) |
| 31 | 2208 | |
| 30 | 3853 | |
| 29 | 3580 | |
| 28 | 3946 | |
| 27 | 3802 | |
| 26 | 4147 | |
| 25 | 4160 | |
| 24 | 3993 | |
| 23 | 3616 | |
| 22 | 3596 |
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9275986264 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 51998 |
| Zeros (%) | 43.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 0.9986134946 |
|---|---|
| Coefficient of variation (CV) | 1.076557755 |
| Kurtosis | 7.174066064 |
| Mean | 0.9275986264 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.38004645 |
| Sum | 110746 |
| Variance | 0.9972289116 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 51998 | |
| 2 | 33308 | |
| 1 | 30626 | |
| 4 | 1855 | 1.6% |
| 3 | 1259 | 1.1% |
| 6 | 153 | 0.1% |
| 5 | 79 | 0.1% |
| 8 | 60 | 0.1% |
| 7 | 19 | < 0.1% |
| 9 | 11 | < 0.1% |
| Other values (7) | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 51998 | |
| 1 | 30626 | |
| 2 | 33308 | |
| 3 | 1259 | 1.1% |
| 4 | 1855 | 1.6% |
| 5 | 79 | 0.1% |
| 6 | 153 | 0.1% |
| 7 | 19 | < 0.1% |
| 8 | 60 | 0.1% |
| 9 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 16 | 3 | < 0.1% |
| 14 | 2 | < 0.1% |
| 13 | 3 | < 0.1% |
| 12 | 5 | < 0.1% |
| 10 | 7 | < 0.1% |
| 9 | 11 | < 0.1% |
| 8 | 60 | |
| 7 | 19 | < 0.1% |
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.500301533 |
| Minimum | 0 |
|---|---|
| Maximum | 50 |
| Zeros | 7645 |
| Zeros (%) | 6.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.908285615 |
|---|---|
| Coefficient of variation (CV) | 0.7632221914 |
| Kurtosis | 24.28455482 |
| Mean | 2.500301533 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.862249242 |
| Sum | 298511 |
| Variance | 3.641553989 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 33684 | |
| 1 | 30310 | |
| 3 | 22258 | |
| 5 | 11077 | 9.3% |
| 4 | 9563 | 8.0% |
| 0 | 7645 | 6.4% |
| 6 | 1499 | 1.3% |
| 10 | 1036 | 0.9% |
| 7 | 1029 | 0.9% |
| 8 | 656 | 0.5% |
| Other values (25) | 633 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 7645 | 6.4% |
| 1 | 30310 | |
| 2 | 33684 | |
| 3 | 22258 | |
| 4 | 9563 | 8.0% |
| 5 | 11077 | 9.3% |
| 6 | 1499 | 1.3% |
| 7 | 1029 | 0.9% |
| 8 | 656 | 0.5% |
| 9 | 231 | 0.2% |
| Value | Count | Frequency (%) |
| 50 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 40 | 2 | < 0.1% |
| 35 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 30 | 5 | |
| 26 | 1 | < 0.1% |
adults
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.856403384 |
| Minimum | 0 |
|---|---|
| Maximum | 55 |
| Zeros | 403 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 55 |
| Range | 55 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5792609988 |
|---|---|
| Coefficient of variation (CV) | 0.3120340137 |
| Kurtosis | 1352.115116 |
| Mean | 1.856403384 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.31780476 |
| Sum | 221636 |
| Variance | 0.3355433048 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 89680 | |
| 1 | 23027 | 19.3% |
| 3 | 6202 | 5.2% |
| 0 | 403 | 0.3% |
| 4 | 62 | 0.1% |
| 26 | 5 | < 0.1% |
| 27 | 2 | < 0.1% |
| 20 | 2 | < 0.1% |
| 5 | 2 | < 0.1% |
| 40 | 1 | < 0.1% |
| Other values (4) | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 403 | 0.3% |
| 1 | 23027 | 19.3% |
| 2 | 89680 | |
| 3 | 6202 | 5.2% |
| 4 | 62 | 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 20 | 2 | < 0.1% |
| 26 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 55 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 27 | 2 | < 0.1% |
| 26 | 5 | < 0.1% |
| 20 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 5 | 2 | < 0.1% |
| 4 | 62 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4 |
| Missing (%) | < 0.1% |
| Memory size | 6.8 MiB |
| 0.0 | |
|---|---|
| 1.0 | 4861 |
| 2.0 | 3652 |
| 3.0 | 76 |
| 10.0 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.000008376 |
| Min length | 3 |
Characters and Unicode
| Total characters | 358159 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 110796 | |
| 1.0 | 4861 | 4.1% |
| 2.0 | 3652 | 3.1% |
| 3.0 | 76 | 0.1% |
| 10.0 | 1 | < 0.1% |
| (Missing) | 4 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 110796 | |
| 1.0 | 4861 | 4.1% |
| 2.0 | 3652 | 3.1% |
| 3.0 | 76 | 0.1% |
| 10.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 230183 | |
| . | 119386 | |
| 1 | 4862 | 1.4% |
| 2 | 3652 | 1.0% |
| 3 | 76 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 238773 | |
| Other Punctuation | 119386 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 230183 | |
| 1 | 4862 | 2.0% |
| 2 | 3652 | 1.5% |
| 3 | 76 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 119386 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 358159 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 230183 | |
| . | 119386 | |
| 1 | 4862 | 1.4% |
| 2 | 3652 | 1.0% |
| 3 | 76 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 358159 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 230183 | |
| . | 119386 | |
| 1 | 4862 | 1.4% |
| 2 | 3652 | 1.0% |
| 3 | 76 | < 0.1% |
babies
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 0 | |
|---|---|
| 1 | 900 |
| 2 | 15 |
| 10 | 1 |
| 9 | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.000008376 |
| Min length | 1 |
Characters and Unicode
| Total characters | 119391 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 118473 | |
| 1 | 900 | 0.8% |
| 2 | 15 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 118473 | |
| 1 | 900 | 0.8% |
| 2 | 15 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 118474 | |
| 1 | 901 | 0.8% |
| 2 | 15 | < 0.1% |
| 9 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 119391 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 118474 | |
| 1 | 901 | 0.8% |
| 2 | 15 | < 0.1% |
| 9 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 119391 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 118474 | |
| 1 | 901 | 0.8% |
| 2 | 15 | < 0.1% |
| 9 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 119391 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 118474 | |
| 1 | 901 | 0.8% |
| 2 | 15 | < 0.1% |
| 9 | 1 | < 0.1% |
meal
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 MiB |
| BB | |
|---|---|
| HB | |
| SC | |
| Undefined | 1169 |
| FB | 798 |
Length
| Max length | 9 |
|---|---|
| Median length | 2 |
| Mean length | 2.068540079 |
| Min length | 2 |
Characters and Unicode
| Total characters | 246963 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BB |
|---|---|
| 2nd row | BB |
| 3rd row | BB |
| 4th row | BB |
| 5th row | BB |
Common Values
| Value | Count | Frequency (%) |
| BB | 92310 | |
| HB | 14463 | 12.1% |
| SC | 10650 | 8.9% |
| Undefined | 1169 | 1.0% |
| FB | 798 | 0.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| bb | 92310 | |
| hb | 14463 | 12.1% |
| sc | 10650 | 8.9% |
| undefined | 1169 | 1.0% |
| fb | 798 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 199881 | |
| H | 14463 | 5.9% |
| S | 10650 | 4.3% |
| C | 10650 | 4.3% |
| n | 2338 | 0.9% |
| d | 2338 | 0.9% |
| e | 2338 | 0.9% |
| U | 1169 | 0.5% |
| f | 1169 | 0.5% |
| i | 1169 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 237611 | |
| Lowercase Letter | 9352 | 3.8% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 199881 | |
| H | 14463 | 6.1% |
| S | 10650 | 4.5% |
| C | 10650 | 4.5% |
| U | 1169 | 0.5% |
| F | 798 | 0.3% |
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 2338 | |
| d | 2338 | |
| e | 2338 | |
| f | 1169 | |
| i | 1169 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 246963 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 199881 | |
| H | 14463 | 5.9% |
| S | 10650 | 4.3% |
| C | 10650 | 4.3% |
| n | 2338 | 0.9% |
| d | 2338 | 0.9% |
| e | 2338 | 0.9% |
| U | 1169 | 0.5% |
| f | 1169 | 0.5% |
| i | 1169 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 246963 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 199881 | |
| H | 14463 | 5.9% |
| S | 10650 | 4.3% |
| C | 10650 | 4.3% |
| n | 2338 | 0.9% |
| d | 2338 | 0.9% |
| e | 2338 | 0.9% |
| U | 1169 | 0.5% |
| f | 1169 | 0.5% |
| i | 1169 | 0.5% |
| Distinct | 177 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 488 |
| Missing (%) | 0.4% |
| Memory size | 6.8 MiB |
| PRT | |
|---|---|
| GBR | |
| FRA | |
| ESP | |
| DEU | |
| Other values (172) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.989243242 |
| Min length | 2 |
Characters and Unicode
| Total characters | 355427 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 30 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | PRT |
|---|---|
| 2nd row | PRT |
| 3rd row | GBR |
| 4th row | GBR |
| 5th row | GBR |
Common Values
| Value | Count | Frequency (%) |
| PRT | 48590 | |
| GBR | 12129 | 10.2% |
| FRA | 10415 | 8.7% |
| ESP | 8568 | 7.2% |
| DEU | 7287 | 6.1% |
| ITA | 3766 | 3.2% |
| IRL | 3375 | 2.8% |
| BEL | 2342 | 2.0% |
| BRA | 2224 | 1.9% |
| NLD | 2104 | 1.8% |
| Other values (167) | 18102 | 15.2% |
Length
| Value | Count | Frequency (%) |
| prt | 48590 | |
| gbr | 12129 | 10.2% |
| fra | 10415 | 8.8% |
| esp | 8568 | 7.2% |
| deu | 7287 | 6.1% |
| ita | 3766 | 3.2% |
| irl | 3375 | 2.8% |
| bel | 2342 | 2.0% |
| bra | 2224 | 1.9% |
| nld | 2104 | 1.8% |
| Other values (167) | 18102 | 15.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 80804 | |
| P | 58506 | |
| T | 54263 | |
| A | 21627 | 6.1% |
| E | 21538 | 6.1% |
| B | 17051 | 4.8% |
| S | 13931 | 3.9% |
| U | 13293 | 3.7% |
| G | 13130 | 3.7% |
| F | 10956 | 3.1% |
| Other values (16) | 50328 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 355427 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 80804 | |
| P | 58506 | |
| T | 54263 | |
| A | 21627 | 6.1% |
| E | 21538 | 6.1% |
| B | 17051 | 4.8% |
| S | 13931 | 3.9% |
| U | 13293 | 3.7% |
| G | 13130 | 3.7% |
| F | 10956 | 3.1% |
| Other values (16) | 50328 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 355427 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 80804 | |
| P | 58506 | |
| T | 54263 | |
| A | 21627 | 6.1% |
| E | 21538 | 6.1% |
| B | 17051 | 4.8% |
| S | 13931 | 3.9% |
| U | 13293 | 3.7% |
| G | 13130 | 3.7% |
| F | 10956 | 3.1% |
| Other values (16) | 50328 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 355427 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 80804 | |
| P | 58506 | |
| T | 54263 | |
| A | 21627 | 6.1% |
| E | 21538 | 6.1% |
| B | 17051 | 4.8% |
| S | 13931 | 3.9% |
| U | 13293 | 3.7% |
| G | 13130 | 3.7% |
| F | 10956 | 3.1% |
| Other values (16) | 50328 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 MiB |
| Online TA | |
|---|---|
| Offline TA/TO | |
| Groups | |
| Direct | |
| Corporate | 5295 |
| Other values (3) | 982 |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 9.01976715 |
| Min length | 6 |
Characters and Unicode
| Total characters | 1076870 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Direct |
|---|---|
| 2nd row | Direct |
| 3rd row | Direct |
| 4th row | Corporate |
| 5th row | Online TA |
Common Values
| Value | Count | Frequency (%) |
| Online TA | 56477 | |
| Offline TA/TO | 24219 | |
| Groups | 19811 | 16.6% |
| Direct | 12606 | 10.6% |
| Corporate | 5295 | 4.4% |
| Complementary | 743 | 0.6% |
| Aviation | 237 | 0.2% |
| Undefined | 2 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| online | 56477 | |
| ta | 56477 | |
| offline | 24219 | |
| ta/to | 24219 | |
| groups | 19811 | 9.9% |
| direct | 12606 | 6.3% |
| corporate | 5295 | 2.6% |
| complementary | 743 | 0.4% |
| aviation | 237 | 0.1% |
| undefined | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 138157 | |
| O | 104915 | |
| T | 104915 | |
| e | 100087 | |
| i | 93778 | |
| l | 81439 | |
| A | 80933 | |
| 80696 | ||
| f | 48440 | 4.5% |
| r | 43750 | 4.1% |
| Other values (16) | 199760 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 642735 | |
| Uppercase Letter | 329220 | |
| Space Separator | 80696 | 7.5% |
| Other Punctuation | 24219 | 2.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 138157 | |
| e | 100087 | |
| i | 93778 | |
| l | 81439 | |
| f | 48440 | 7.5% |
| r | 43750 | 6.8% |
| o | 31381 | 4.9% |
| p | 25849 | 4.0% |
| s | 19811 | 3.1% |
| u | 19811 | 3.1% |
| Other values (7) | 40232 | 6.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 104915 | |
| T | 104915 | |
| A | 80933 | |
| G | 19811 | 6.0% |
| D | 12606 | 3.8% |
| C | 6038 | 1.8% |
| U | 2 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 80696 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 24219 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 971955 | |
| Common | 104915 | 9.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 138157 | |
| O | 104915 | |
| T | 104915 | |
| e | 100087 | |
| i | 93778 | |
| l | 81439 | |
| A | 80933 | |
| f | 48440 | 5.0% |
| r | 43750 | 4.5% |
| o | 31381 | 3.2% |
| Other values (14) | 144160 |
Common
| Value | Count | Frequency (%) |
| 80696 | ||
| / | 24219 | 23.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1076870 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 138157 | |
| O | 104915 | |
| T | 104915 | |
| e | 100087 | |
| i | 93778 | |
| l | 81439 | |
| A | 80933 | |
| 80696 | ||
| f | 48440 | 4.5% |
| r | 43750 | 4.1% |
| Other values (16) | 199760 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 MiB |
| TA/TO | |
|---|---|
| Direct | |
| Corporate | 6677 |
| GDS | 193 |
| Undefined | 5 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.343303459 |
| Min length | 3 |
Characters and Unicode
| Total characters | 637937 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Direct |
|---|---|
| 2nd row | Direct |
| 3rd row | Direct |
| 4th row | Corporate |
| 5th row | TA/TO |
Common Values
| Value | Count | Frequency (%) |
| TA/TO | 97870 | |
| Direct | 14645 | 12.3% |
| Corporate | 6677 | 5.6% |
| GDS | 193 | 0.2% |
| Undefined | 5 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| ta/to | 97870 | |
| direct | 14645 | 12.3% |
| corporate | 6677 | 5.6% |
| gds | 193 | 0.2% |
| undefined | 5 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 195740 | |
| / | 97870 | |
| O | 97870 | |
| A | 97870 | |
| r | 27999 | 4.4% |
| e | 21332 | 3.3% |
| t | 21322 | 3.3% |
| D | 14838 | 2.3% |
| i | 14650 | 2.3% |
| c | 14645 | 2.3% |
| Other values (10) | 33801 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 413386 | |
| Lowercase Letter | 126681 | 19.9% |
| Other Punctuation | 97870 | 15.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 27999 | |
| e | 21332 | |
| t | 21322 | |
| i | 14650 | |
| c | 14645 | |
| o | 13354 | |
| a | 6677 | 5.3% |
| p | 6677 | 5.3% |
| n | 10 | < 0.1% |
| d | 10 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 195740 | |
| O | 97870 | |
| A | 97870 | |
| D | 14838 | 3.6% |
| C | 6677 | 1.6% |
| G | 193 | < 0.1% |
| S | 193 | < 0.1% |
| U | 5 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 97870 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 540067 | |
| Common | 97870 | 15.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 195740 | |
| O | 97870 | |
| A | 97870 | |
| r | 27999 | 5.2% |
| e | 21332 | 3.9% |
| t | 21322 | 3.9% |
| D | 14838 | 2.7% |
| i | 14650 | 2.7% |
| c | 14645 | 2.7% |
| o | 13354 | 2.5% |
| Other values (9) | 20447 | 3.8% |
Common
| Value | Count | Frequency (%) |
| / | 97870 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 637937 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 195740 | |
| / | 97870 | |
| O | 97870 | |
| A | 97870 | |
| r | 27999 | 4.4% |
| e | 21332 | 3.3% |
| t | 21322 | 3.3% |
| D | 14838 | 2.3% |
| i | 14650 | 2.3% |
| c | 14645 | 2.3% |
| Other values (10) | 33801 | 5.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 0 | |
|---|---|
| 1 | 3810 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 119390 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 115580 | |
| 1 | 3810 | 3.2% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 115580 | |
| 1 | 3810 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 115580 | |
| 1 | 3810 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 119390 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 115580 | |
| 1 | 3810 | 3.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 119390 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 115580 | |
| 1 | 3810 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 119390 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 115580 | |
| 1 | 3810 | 3.2% |
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08711784907 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 112906 |
| Zeros (%) | 94.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8443363842 |
|---|---|
| Coefficient of variation (CV) | 9.691887405 |
| Kurtosis | 674.0736926 |
| Mean | 0.08711784907 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.45804872 |
| Sum | 10401 |
| Variance | 0.7129039296 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 112906 | |
| 1 | 6051 | 5.1% |
| 2 | 116 | 0.1% |
| 3 | 65 | 0.1% |
| 24 | 48 | < 0.1% |
| 11 | 35 | < 0.1% |
| 4 | 31 | < 0.1% |
| 26 | 26 | < 0.1% |
| 25 | 25 | < 0.1% |
| 6 | 22 | < 0.1% |
| Other values (5) | 65 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 112906 | |
| 1 | 6051 | 5.1% |
| 2 | 116 | 0.1% |
| 3 | 65 | 0.1% |
| 4 | 31 | < 0.1% |
| 5 | 19 | < 0.1% |
| 6 | 22 | < 0.1% |
| 11 | 35 | < 0.1% |
| 13 | 12 | < 0.1% |
| 14 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 26 | 26 | |
| 25 | 25 | |
| 24 | 48 | |
| 21 | 1 | < 0.1% |
| 19 | 19 | < 0.1% |
| 14 | 14 | < 0.1% |
| 13 | 12 | < 0.1% |
| 11 | 35 | |
| 6 | 22 | |
| 5 | 19 | < 0.1% |
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1370969093 |
| Minimum | 0 |
|---|---|
| Maximum | 72 |
| Zeros | 115770 |
| Zeros (%) | 97.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.497436848 |
|---|---|
| Coefficient of variation (CV) | 10.92246977 |
| Kurtosis | 767.2452097 |
| Mean | 0.1370969093 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.53979995 |
| Sum | 16368 |
| Variance | 2.242317113 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 115770 | |
| 1 | 1542 | 1.3% |
| 2 | 580 | 0.5% |
| 3 | 333 | 0.3% |
| 4 | 229 | 0.2% |
| 5 | 181 | 0.2% |
| 6 | 115 | 0.1% |
| 7 | 88 | 0.1% |
| 8 | 70 | 0.1% |
| 9 | 60 | 0.1% |
| Other values (63) | 422 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 115770 | |
| 1 | 1542 | 1.3% |
| 2 | 580 | 0.5% |
| 3 | 333 | 0.3% |
| 4 | 229 | 0.2% |
| 5 | 181 | 0.2% |
| 6 | 115 | 0.1% |
| 7 | 88 | 0.1% |
| 8 | 70 | 0.1% |
| 9 | 60 | 0.1% |
| Value | Count | Frequency (%) |
| 72 | 1 | |
| 71 | 1 | |
| 70 | 1 | |
| 69 | 1 | |
| 68 | 1 | |
| 67 | 1 | |
| 66 | 1 | |
| 65 | 1 | |
| 64 | 1 | |
| 63 | 1 |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 MiB |
| A | |
|---|---|
| D | |
| E | 6535 |
| F | 2897 |
| G | 2094 |
| Other values (5) | 2669 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 119390 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C |
|---|---|
| 2nd row | C |
| 3rd row | A |
| 4th row | A |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| A | 85994 | |
| D | 19201 | 16.1% |
| E | 6535 | 5.5% |
| F | 2897 | 2.4% |
| G | 2094 | 1.8% |
| B | 1118 | 0.9% |
| C | 932 | 0.8% |
| H | 601 | 0.5% |
| P | 12 | < 0.1% |
| L | 6 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| a | 85994 | |
| d | 19201 | 16.1% |
| e | 6535 | 5.5% |
| f | 2897 | 2.4% |
| g | 2094 | 1.8% |
| b | 1118 | 0.9% |
| c | 932 | 0.8% |
| h | 601 | 0.5% |
| p | 12 | < 0.1% |
| l | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 85994 | |
| D | 19201 | 16.1% |
| E | 6535 | 5.5% |
| F | 2897 | 2.4% |
| G | 2094 | 1.8% |
| B | 1118 | 0.9% |
| C | 932 | 0.8% |
| H | 601 | 0.5% |
| P | 12 | < 0.1% |
| L | 6 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 119390 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 85994 | |
| D | 19201 | 16.1% |
| E | 6535 | 5.5% |
| F | 2897 | 2.4% |
| G | 2094 | 1.8% |
| B | 1118 | 0.9% |
| C | 932 | 0.8% |
| H | 601 | 0.5% |
| P | 12 | < 0.1% |
| L | 6 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 119390 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 85994 | |
| D | 19201 | 16.1% |
| E | 6535 | 5.5% |
| F | 2897 | 2.4% |
| G | 2094 | 1.8% |
| B | 1118 | 0.9% |
| C | 932 | 0.8% |
| H | 601 | 0.5% |
| P | 12 | < 0.1% |
| L | 6 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 119390 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 85994 | |
| D | 19201 | 16.1% |
| E | 6535 | 5.5% |
| F | 2897 | 2.4% |
| G | 2094 | 1.8% |
| B | 1118 | 0.9% |
| C | 932 | 0.8% |
| H | 601 | 0.5% |
| P | 12 | < 0.1% |
| L | 6 | < 0.1% |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 MiB |
| A | |
|---|---|
| D | |
| E | |
| F | 3751 |
| G | 2553 |
| Other values (7) | 5905 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 119390 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | C |
|---|---|
| 2nd row | C |
| 3rd row | C |
| 4th row | A |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| A | 74053 | |
| D | 25322 | 21.2% |
| E | 7806 | 6.5% |
| F | 3751 | 3.1% |
| G | 2553 | 2.1% |
| C | 2375 | 2.0% |
| B | 2163 | 1.8% |
| H | 712 | 0.6% |
| I | 363 | 0.3% |
| K | 279 | 0.2% |
| Other values (2) | 13 | < 0.1% |
Length
| Value | Count | Frequency (%) |
| a | 74053 | |
| d | 25322 | 21.2% |
| e | 7806 | 6.5% |
| f | 3751 | 3.1% |
| g | 2553 | 2.1% |
| c | 2375 | 2.0% |
| b | 2163 | 1.8% |
| h | 712 | 0.6% |
| i | 363 | 0.3% |
| k | 279 | 0.2% |
| Other values (2) | 13 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 74053 | |
| D | 25322 | 21.2% |
| E | 7806 | 6.5% |
| F | 3751 | 3.1% |
| G | 2553 | 2.1% |
| C | 2375 | 2.0% |
| B | 2163 | 1.8% |
| H | 712 | 0.6% |
| I | 363 | 0.3% |
| K | 279 | 0.2% |
| Other values (2) | 13 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 119390 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 74053 | |
| D | 25322 | 21.2% |
| E | 7806 | 6.5% |
| F | 3751 | 3.1% |
| G | 2553 | 2.1% |
| C | 2375 | 2.0% |
| B | 2163 | 1.8% |
| H | 712 | 0.6% |
| I | 363 | 0.3% |
| K | 279 | 0.2% |
| Other values (2) | 13 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 119390 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 74053 | |
| D | 25322 | 21.2% |
| E | 7806 | 6.5% |
| F | 3751 | 3.1% |
| G | 2553 | 2.1% |
| C | 2375 | 2.0% |
| B | 2163 | 1.8% |
| H | 712 | 0.6% |
| I | 363 | 0.3% |
| K | 279 | 0.2% |
| Other values (2) | 13 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 119390 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 74053 | |
| D | 25322 | 21.2% |
| E | 7806 | 6.5% |
| F | 3751 | 3.1% |
| G | 2553 | 2.1% |
| C | 2375 | 2.0% |
| B | 2163 | 1.8% |
| H | 712 | 0.6% |
| I | 363 | 0.3% |
| K | 279 | 0.2% |
| Other values (2) | 13 | < 0.1% |
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2211240472 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 101314 |
| Zeros (%) | 84.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6523055727 |
|---|---|
| Coefficient of variation (CV) | 2.949953118 |
| Kurtosis | 79.39360467 |
| Mean | 0.2211240472 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.000270054 |
| Sum | 26400 |
| Variance | 0.4255025601 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 101314 | |
| 1 | 12701 | 10.6% |
| 2 | 3805 | 3.2% |
| 3 | 927 | 0.8% |
| 4 | 376 | 0.3% |
| 5 | 118 | 0.1% |
| 6 | 63 | 0.1% |
| 7 | 31 | < 0.1% |
| 8 | 17 | < 0.1% |
| 9 | 8 | < 0.1% |
| Other values (11) | 30 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 101314 | |
| 1 | 12701 | 10.6% |
| 2 | 3805 | 3.2% |
| 3 | 927 | 0.8% |
| 4 | 376 | 0.3% |
| 5 | 118 | 0.1% |
| 6 | 63 | 0.1% |
| 7 | 31 | < 0.1% |
| 8 | 17 | < 0.1% |
| 9 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 2 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 3 | |
| 14 | 5 | |
| 13 | 5 | |
| 12 | 2 | < 0.1% |
| 11 | 2 | < 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| No Deposit | |
|---|---|
| Non Refund | |
| Refundable | 162 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 1193900 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No Deposit |
|---|---|
| 2nd row | No Deposit |
| 3rd row | No Deposit |
| 4th row | No Deposit |
| 5th row | No Deposit |
Common Values
| Value | Count | Frequency (%) |
| No Deposit | 104641 | |
| Non Refund | 14587 | 12.2% |
| Refundable | 162 | 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 104641 | |
| deposit | 104641 | |
| non | 14587 | 6.1% |
| refund | 14587 | 6.1% |
| refundable | 162 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 223869 | |
| e | 119552 | |
| N | 119228 | |
| 119228 | ||
| s | 104641 | |
| i | 104641 | |
| t | 104641 | |
| p | 104641 | |
| D | 104641 | |
| n | 29336 | 2.5% |
| Other values (7) | 59482 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 836054 | |
| Uppercase Letter | 238618 | 20.0% |
| Space Separator | 119228 | 10.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 223869 | |
| e | 119552 | |
| s | 104641 | |
| i | 104641 | |
| t | 104641 | |
| p | 104641 | |
| n | 29336 | 3.5% |
| f | 14749 | 1.8% |
| u | 14749 | 1.8% |
| d | 14749 | 1.8% |
| Other values (3) | 486 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 119228 | |
| D | 104641 | |
| R | 14749 | 6.2% |
Space Separator
| Value | Count | Frequency (%) |
| 119228 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1074672 | |
| Common | 119228 | 10.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 223869 | |
| e | 119552 | |
| N | 119228 | |
| s | 104641 | |
| i | 104641 | |
| t | 104641 | |
| p | 104641 | |
| D | 104641 | |
| n | 29336 | 2.7% |
| R | 14749 | 1.4% |
| Other values (6) | 44733 | 4.2% |
Common
| Value | Count | Frequency (%) |
| 119228 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1193900 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 223869 | |
| e | 119552 | |
| N | 119228 | |
| 119228 | ||
| s | 104641 | |
| i | 104641 | |
| t | 104641 | |
| p | 104641 | |
| D | 104641 | |
| n | 29336 | 2.5% |
| Other values (7) | 59482 | 5.0% |
| Distinct | 333 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 16340 |
| Missing (%) | 13.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.69338185 |
| Minimum | 1 |
|---|---|
| Maximum | 535 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 14 |
| Q3 | 229 |
| 95-th percentile | 250 |
| Maximum | 535 |
| Range | 534 |
| Interquartile range (IQR) | 220 |
Descriptive statistics
| Standard deviation | 110.7745476 |
|---|---|
| Coefficient of variation (CV) | 1.277773981 |
| Kurtosis | -0.007179564938 |
| Mean | 86.69338185 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 1.089385636 |
| Sum | 8933753 |
| Variance | 12271.00041 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 31961 | |
| 240 | 13922 | |
| 1 | 7191 | 6.0% |
| 14 | 3640 | 3.0% |
| 7 | 3539 | 3.0% |
| 6 | 3290 | 2.8% |
| 250 | 2870 | 2.4% |
| 241 | 1721 | 1.4% |
| 28 | 1666 | 1.4% |
| 8 | 1514 | 1.3% |
| Other values (323) | 31736 | |
| (Missing) | 16340 |
| Value | Count | Frequency (%) |
| 1 | 7191 | 6.0% |
| 2 | 162 | 0.1% |
| 3 | 1336 | 1.1% |
| 4 | 47 | < 0.1% |
| 5 | 330 | 0.3% |
| 6 | 3290 | 2.8% |
| 7 | 3539 | 3.0% |
| 8 | 1514 | 1.3% |
| 9 | 31961 | |
| 10 | 260 | 0.2% |
| Value | Count | Frequency (%) |
| 535 | 3 | < 0.1% |
| 531 | 68 | |
| 527 | 35 | |
| 526 | 10 | < 0.1% |
| 510 | 2 | < 0.1% |
| 509 | 10 | < 0.1% |
| 508 | 6 | < 0.1% |
| 502 | 24 | < 0.1% |
| 497 | 1 | < 0.1% |
| 495 | 57 |
| Distinct | 352 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 112593 |
| Missing (%) | 94.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 189.2667353 |
| Minimum | 6 |
|---|---|
| Maximum | 543 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 62 |
| median | 179 |
| Q3 | 270 |
| 95-th percentile | 435 |
| Maximum | 543 |
| Range | 537 |
| Interquartile range (IQR) | 208 |
Descriptive statistics
| Standard deviation | 131.6550146 |
|---|---|
| Coefficient of variation (CV) | 0.6956056721 |
| Kurtosis | -0.4907952103 |
| Mean | 189.2667353 |
| Median Absolute Deviation (MAD) | 111 |
| Skewness | 0.6015996673 |
| Sum | 1286446 |
| Variance | 17333.04288 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40 | 927 | 0.8% |
| 223 | 784 | 0.7% |
| 67 | 267 | 0.2% |
| 45 | 250 | 0.2% |
| 153 | 215 | 0.2% |
| 174 | 149 | 0.1% |
| 219 | 141 | 0.1% |
| 281 | 138 | 0.1% |
| 154 | 133 | 0.1% |
| 405 | 119 | 0.1% |
| Other values (342) | 3674 | 3.1% |
| (Missing) | 112593 |
| Value | Count | Frequency (%) |
| 6 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 37 | |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 12 | 14 | < 0.1% |
| 14 | 9 | < 0.1% |
| 16 | 5 | < 0.1% |
| 18 | 1 | < 0.1% |
| 20 | 50 |
| Value | Count | Frequency (%) |
| 543 | 2 | < 0.1% |
| 541 | 1 | < 0.1% |
| 539 | 2 | < 0.1% |
| 534 | 2 | < 0.1% |
| 531 | 1 | < 0.1% |
| 530 | 5 | < 0.1% |
| 528 | 2 | < 0.1% |
| 525 | 15 | |
| 523 | 19 | |
| 521 | 7 | < 0.1% |
| Distinct | 128 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.321149175 |
| Minimum | 0 |
|---|---|
| Maximum | 391 |
| Zeros | 115692 |
| Zeros (%) | 96.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 391 |
| Range | 391 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 17.59472088 |
|---|---|
| Coefficient of variation (CV) | 7.580176694 |
| Kurtosis | 186.7930696 |
| Mean | 2.321149175 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.94435345 |
| Sum | 277122 |
| Variance | 309.5742028 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 115692 | |
| 39 | 227 | 0.2% |
| 58 | 164 | 0.1% |
| 44 | 141 | 0.1% |
| 31 | 127 | 0.1% |
| 35 | 96 | 0.1% |
| 46 | 94 | 0.1% |
| 69 | 89 | 0.1% |
| 63 | 83 | 0.1% |
| 87 | 80 | 0.1% |
| Other values (118) | 2597 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 115692 | |
| 1 | 12 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 59 | < 0.1% |
| 4 | 25 | < 0.1% |
| 5 | 8 | < 0.1% |
| 6 | 16 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 391 | 45 | |
| 379 | 15 | < 0.1% |
| 330 | 15 | < 0.1% |
| 259 | 10 | < 0.1% |
| 236 | 35 | |
| 224 | 10 | < 0.1% |
| 223 | 61 | |
| 215 | 21 | < 0.1% |
| 207 | 15 | < 0.1% |
| 193 | 1 | < 0.1% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.7 MiB |
| Transient | |
|---|---|
| Transient-Party | |
| Contract | 4076 |
| Group | 577 |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 10.20914649 |
| Min length | 5 |
Characters and Unicode
| Total characters | 1218870 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Transient |
|---|---|
| 2nd row | Transient |
| 3rd row | Transient |
| 4th row | Transient |
| 5th row | Transient |
Common Values
| Value | Count | Frequency (%) |
| Transient | 89613 | |
| Transient-Party | 25124 | 21.0% |
| Contract | 4076 | 3.4% |
| Group | 577 | 0.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| transient | 89613 | |
| transient-party | 25124 | 21.0% |
| contract | 4076 | 3.4% |
| group | 577 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 233550 | |
| t | 148013 | |
| r | 144514 | |
| a | 143937 | |
| T | 114737 | |
| s | 114737 | |
| i | 114737 | |
| e | 114737 | |
| y | 25124 | 2.1% |
| - | 25124 | 2.1% |
| Other values (7) | 39660 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1049232 | |
| Uppercase Letter | 144514 | 11.9% |
| Dash Punctuation | 25124 | 2.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 233550 | |
| t | 148013 | |
| r | 144514 | |
| a | 143937 | |
| s | 114737 | |
| i | 114737 | |
| e | 114737 | |
| y | 25124 | 2.4% |
| o | 4653 | 0.4% |
| c | 4076 | 0.4% |
| Other values (2) | 1154 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 114737 | |
| P | 25124 | 17.4% |
| C | 4076 | 2.8% |
| G | 577 | 0.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 25124 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1193746 | |
| Common | 25124 | 2.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 233550 | |
| t | 148013 | |
| r | 144514 | |
| a | 143937 | |
| T | 114737 | |
| s | 114737 | |
| i | 114737 | |
| e | 114737 | |
| y | 25124 | 2.1% |
| P | 25124 | 2.1% |
| Other values (6) | 14536 | 1.2% |
Common
| Value | Count | Frequency (%) |
| - | 25124 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1218870 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 233550 | |
| t | 148013 | |
| r | 144514 | |
| a | 143937 | |
| T | 114737 | |
| s | 114737 | |
| i | 114737 | |
| e | 114737 | |
| y | 25124 | 2.1% |
| - | 25124 | 2.1% |
| Other values (7) | 39660 | 3.3% |
| Distinct | 8879 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.8311215 |
| Minimum | -6.38 |
|---|---|
| Maximum | 5400 |
| Zeros | 1959 |
| Zeros (%) | 1.6% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | -6.38 |
|---|---|
| 5-th percentile | 38.4 |
| Q1 | 69.29 |
| median | 94.575 |
| Q3 | 126 |
| 95-th percentile | 193.5 |
| Maximum | 5400 |
| Range | 5406.38 |
| Interquartile range (IQR) | 56.71 |
Descriptive statistics
| Standard deviation | 50.53579029 |
|---|---|
| Coefficient of variation (CV) | 0.4962705853 |
| Kurtosis | 1013.189851 |
| Mean | 101.8311215 |
| Median Absolute Deviation (MAD) | 27.825 |
| Skewness | 10.53021398 |
| Sum | 12157617.6 |
| Variance | 2553.8661 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 62 | 3754 | 3.1% |
| 75 | 2715 | 2.3% |
| 90 | 2473 | 2.1% |
| 65 | 2418 | 2.0% |
| 0 | 1959 | 1.6% |
| 80 | 1889 | 1.6% |
| 95 | 1661 | 1.4% |
| 120 | 1607 | 1.3% |
| 100 | 1573 | 1.3% |
| 85 | 1538 | 1.3% |
| Other values (8869) | 97803 |
| Value | Count | Frequency (%) |
| -6.38 | 1 | < 0.1% |
| 0 | 1959 | |
| 0.26 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 1 | 15 | < 0.1% |
| 1.29 | 1 | < 0.1% |
| 1.48 | 1 | < 0.1% |
| 1.56 | 2 | < 0.1% |
| 1.6 | 1 | < 0.1% |
| 1.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5400 | 1 | |
| 510 | 1 | |
| 508 | 1 | |
| 451.5 | 1 | |
| 450 | 1 | |
| 437 | 1 | |
| 426.25 | 1 | |
| 402 | 1 | |
| 397.38 | 1 | |
| 392 | 2 |
required_car_parking_spaces
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 0 | |
|---|---|
| 1 | 7383 |
| 2 | 28 |
| 3 | 3 |
| 8 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 119390 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 111974 | |
| 1 | 7383 | 6.2% |
| 2 | 28 | < 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 111974 | |
| 1 | 7383 | 6.2% |
| 2 | 28 | < 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 111974 | |
| 1 | 7383 | 6.2% |
| 2 | 28 | < 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 119390 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 111974 | |
| 1 | 7383 | 6.2% |
| 2 | 28 | < 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 119390 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 111974 | |
| 1 | 7383 | 6.2% |
| 2 | 28 | < 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 119390 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 111974 | |
| 1 | 7383 | 6.2% |
| 2 | 28 | < 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5713627607 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 70318 |
| Zeros (%) | 58.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7927984228 |
|---|---|
| Coefficient of variation (CV) | 1.387557043 |
| Kurtosis | 1.492564811 |
| Mean | 0.5713627607 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.349189377 |
| Sum | 68215 |
| Variance | 0.6285293392 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 70318 | |
| 1 | 33226 | |
| 2 | 12969 | 10.9% |
| 3 | 2497 | 2.1% |
| 4 | 340 | 0.3% |
| 5 | 40 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 70318 | |
| 1 | 33226 | |
| 2 | 12969 | 10.9% |
| 3 | 2497 | 2.1% |
| 4 | 340 | 0.3% |
| 5 | 40 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 40 | < 0.1% |
| 4 | 340 | 0.3% |
| 3 | 2497 | 2.1% |
| 2 | 12969 | 10.9% |
| 1 | 33226 | |
| 0 | 70318 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 MiB |
| Check-Out | |
|---|---|
| Canceled | |
| No-Show | 1207 |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.619473993 |
| Min length | 7 |
Characters and Unicode
| Total characters | 1029079 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Check-Out |
|---|---|
| 2nd row | Check-Out |
| 3rd row | Check-Out |
| 4th row | Check-Out |
| 5th row | Check-Out |
Common Values
| Value | Count | Frequency (%) |
| Check-Out | 75166 | |
| Canceled | 43017 | |
| No-Show | 1207 | 1.0% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| check-out | 75166 | |
| canceled | 43017 | |
| no-show | 1207 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 161200 | |
| C | 118183 | |
| c | 118183 | |
| h | 76373 | |
| - | 76373 | |
| u | 75166 | |
| t | 75166 | |
| O | 75166 | |
| k | 75166 | |
| a | 43017 | 4.2% |
| Other values (7) | 135086 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 756943 | |
| Uppercase Letter | 195763 | 19.0% |
| Dash Punctuation | 76373 | 7.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 161200 | |
| c | 118183 | |
| h | 76373 | |
| u | 75166 | |
| t | 75166 | |
| k | 75166 | |
| a | 43017 | 5.7% |
| n | 43017 | 5.7% |
| l | 43017 | 5.7% |
| d | 43017 | 5.7% |
| Other values (2) | 3621 | 0.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 118183 | |
| O | 75166 | |
| N | 1207 | 0.6% |
| S | 1207 | 0.6% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 76373 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 952706 | |
| Common | 76373 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 161200 | |
| C | 118183 | |
| c | 118183 | |
| h | 76373 | |
| u | 75166 | |
| t | 75166 | |
| O | 75166 | |
| k | 75166 | |
| a | 43017 | 4.5% |
| n | 43017 | 4.5% |
| Other values (6) | 92069 |
Common
| Value | Count | Frequency (%) |
| - | 76373 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1029079 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 161200 | |
| C | 118183 | |
| c | 118183 | |
| h | 76373 | |
| - | 76373 | |
| u | 75166 | |
| t | 75166 | |
| O | 75166 | |
| k | 75166 | |
| a | 43017 | 4.2% |
| Other values (7) | 135086 |
| Distinct | 926 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.6 MiB |
| 2015-10-21 | 1461 |
|---|---|
| 2015-07-06 | 805 |
| 2016-11-25 | 790 |
| 2015-01-01 | 763 |
| 2016-01-18 | 625 |
| Other values (921) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 1193900 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 28 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 2015-07-01 |
|---|---|
| 2nd row | 2015-07-01 |
| 3rd row | 2015-07-02 |
| 4th row | 2015-07-02 |
| 5th row | 2015-07-03 |
Common Values
| Value | Count | Frequency (%) |
| 2015-10-21 | 1461 | 1.2% |
| 2015-07-06 | 805 | 0.7% |
| 2016-11-25 | 790 | 0.7% |
| 2015-01-01 | 763 | 0.6% |
| 2016-01-18 | 625 | 0.5% |
| 2015-07-02 | 469 | 0.4% |
| 2016-12-07 | 450 | 0.4% |
| 2015-12-18 | 423 | 0.4% |
| 2016-02-09 | 412 | 0.3% |
| 2016-04-04 | 382 | 0.3% |
| Other values (916) | 112810 |
Length
| Value | Count | Frequency (%) |
| 2015-10-21 | 1461 | 1.2% |
| 2015-07-06 | 805 | 0.7% |
| 2016-11-25 | 790 | 0.7% |
| 2015-01-01 | 763 | 0.6% |
| 2016-01-18 | 625 | 0.5% |
| 2015-07-02 | 469 | 0.4% |
| 2016-12-07 | 450 | 0.4% |
| 2015-12-18 | 423 | 0.4% |
| 2016-02-09 | 412 | 0.3% |
| 2016-04-04 | 382 | 0.3% |
| Other values (916) | 112810 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 270055 | |
| - | 238780 | |
| 1 | 218578 | |
| 2 | 187927 | |
| 6 | 79165 | 6.6% |
| 7 | 60096 | 5.0% |
| 5 | 46838 | 3.9% |
| 3 | 26867 | 2.3% |
| 8 | 23119 | 1.9% |
| 9 | 21359 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 955120 | |
| Dash Punctuation | 238780 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 270055 | |
| 1 | 218578 | |
| 2 | 187927 | |
| 6 | 79165 | 8.3% |
| 7 | 60096 | 6.3% |
| 5 | 46838 | 4.9% |
| 3 | 26867 | 2.8% |
| 8 | 23119 | 2.4% |
| 9 | 21359 | 2.2% |
| 4 | 21116 | 2.2% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 238780 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1193900 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 270055 | |
| - | 238780 | |
| 1 | 218578 | |
| 2 | 187927 | |
| 6 | 79165 | 6.6% |
| 7 | 60096 | 5.0% |
| 5 | 46838 | 3.9% |
| 3 | 26867 | 2.3% |
| 8 | 23119 | 1.9% |
| 9 | 21359 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1193900 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 270055 | |
| - | 238780 | |
| 1 | 218578 | |
| 2 | 187927 | |
| 6 | 79165 | 6.6% |
| 7 | 60096 | 5.0% |
| 5 | 46838 | 3.9% |
| 3 | 26867 | 2.3% |
| 8 | 23119 | 1.9% |
| 9 | 21359 | 1.8% |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| hotel | is_canceled | lead_time | arrival_date_year | arrival_date_month | arrival_date_week_number | arrival_date_day_of_month | stays_in_weekend_nights | stays_in_week_nights | adults | children | babies | meal | country | market_segment | distribution_channel | is_repeated_guest | previous_cancellations | previous_bookings_not_canceled | reserved_room_type | assigned_room_type | booking_changes | deposit_type | agent | company | days_in_waiting_list | customer_type | adr | required_car_parking_spaces | total_of_special_requests | reservation_status | reservation_status_date | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Resort Hotel | 0 | 342 | 2015 | July | 27 | 1 | 0 | 0 | 2 | 0.0 | 0 | BB | PRT | Direct | Direct | 0 | 0 | 0 | C | C | 3 | No Deposit | NaN | NaN | 0 | Transient | 0.0 | 0 | 0 | Check-Out | 2015-07-01 |
| 1 | Resort Hotel | 0 | 737 | 2015 | July | 27 | 1 | 0 | 0 | 2 | 0.0 | 0 | BB | PRT | Direct | Direct | 0 | 0 | 0 | C | C | 4 | No Deposit | NaN | NaN | 0 | Transient | 0.0 | 0 | 0 | Check-Out | 2015-07-01 |
| 2 | Resort Hotel | 0 | 7 | 2015 | July | 27 | 1 | 0 | 1 | 1 | 0.0 | 0 | BB | GBR | Direct | Direct | 0 | 0 | 0 | A | C | 0 | No Deposit | NaN | NaN | 0 | Transient | 75.0 | 0 | 0 | Check-Out | 2015-07-02 |
| 3 | Resort Hotel | 0 | 13 | 2015 | July | 27 | 1 | 0 | 1 | 1 | 0.0 | 0 | BB | GBR | Corporate | Corporate | 0 | 0 | 0 | A | A | 0 | No Deposit | 304.0 | NaN | 0 | Transient | 75.0 | 0 | 0 | Check-Out | 2015-07-02 |
| 4 | Resort Hotel | 0 | 14 | 2015 | July | 27 | 1 | 0 | 2 | 2 | 0.0 | 0 | BB | GBR | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 240.0 | NaN | 0 | Transient | 98.0 | 0 | 1 | Check-Out | 2015-07-03 |
| 5 | Resort Hotel | 0 | 14 | 2015 | July | 27 | 1 | 0 | 2 | 2 | 0.0 | 0 | BB | GBR | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 240.0 | NaN | 0 | Transient | 98.0 | 0 | 1 | Check-Out | 2015-07-03 |
| 6 | Resort Hotel | 0 | 0 | 2015 | July | 27 | 1 | 0 | 2 | 2 | 0.0 | 0 | BB | PRT | Direct | Direct | 0 | 0 | 0 | C | C | 0 | No Deposit | NaN | NaN | 0 | Transient | 107.0 | 0 | 0 | Check-Out | 2015-07-03 |
| 7 | Resort Hotel | 0 | 9 | 2015 | July | 27 | 1 | 0 | 2 | 2 | 0.0 | 0 | FB | PRT | Direct | Direct | 0 | 0 | 0 | C | C | 0 | No Deposit | 303.0 | NaN | 0 | Transient | 103.0 | 0 | 1 | Check-Out | 2015-07-03 |
| 8 | Resort Hotel | 1 | 85 | 2015 | July | 27 | 1 | 0 | 3 | 2 | 0.0 | 0 | BB | PRT | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 240.0 | NaN | 0 | Transient | 82.0 | 0 | 1 | Canceled | 2015-05-06 |
| 9 | Resort Hotel | 1 | 75 | 2015 | July | 27 | 1 | 0 | 3 | 2 | 0.0 | 0 | HB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | D | D | 0 | No Deposit | 15.0 | NaN | 0 | Transient | 105.5 | 0 | 0 | Canceled | 2015-04-22 |
Last rows
| hotel | is_canceled | lead_time | arrival_date_year | arrival_date_month | arrival_date_week_number | arrival_date_day_of_month | stays_in_weekend_nights | stays_in_week_nights | adults | children | babies | meal | country | market_segment | distribution_channel | is_repeated_guest | previous_cancellations | previous_bookings_not_canceled | reserved_room_type | assigned_room_type | booking_changes | deposit_type | agent | company | days_in_waiting_list | customer_type | adr | required_car_parking_spaces | total_of_special_requests | reservation_status | reservation_status_date | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119380 | City Hotel | 0 | 44 | 2017 | August | 35 | 31 | 1 | 3 | 2 | 0.0 | 0 | SC | DEU | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 9.0 | NaN | 0 | Transient | 140.75 | 0 | 1 | Check-Out | 2017-09-04 |
| 119381 | City Hotel | 0 | 188 | 2017 | August | 35 | 31 | 2 | 3 | 2 | 0.0 | 0 | BB | DEU | Direct | Direct | 0 | 0 | 0 | A | A | 0 | No Deposit | 14.0 | NaN | 0 | Transient | 99.00 | 0 | 0 | Check-Out | 2017-09-05 |
| 119382 | City Hotel | 0 | 135 | 2017 | August | 35 | 30 | 2 | 4 | 3 | 0.0 | 0 | BB | JPN | Online TA | TA/TO | 0 | 0 | 0 | G | G | 0 | No Deposit | 7.0 | NaN | 0 | Transient | 209.00 | 0 | 0 | Check-Out | 2017-09-05 |
| 119383 | City Hotel | 0 | 164 | 2017 | August | 35 | 31 | 2 | 4 | 2 | 0.0 | 0 | BB | DEU | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 42.0 | NaN | 0 | Transient | 87.60 | 0 | 0 | Check-Out | 2017-09-06 |
| 119384 | City Hotel | 0 | 21 | 2017 | August | 35 | 30 | 2 | 5 | 2 | 0.0 | 0 | BB | BEL | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 394.0 | NaN | 0 | Transient | 96.14 | 0 | 2 | Check-Out | 2017-09-06 |
| 119385 | City Hotel | 0 | 23 | 2017 | August | 35 | 30 | 2 | 5 | 2 | 0.0 | 0 | BB | BEL | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 394.0 | NaN | 0 | Transient | 96.14 | 0 | 0 | Check-Out | 2017-09-06 |
| 119386 | City Hotel | 0 | 102 | 2017 | August | 35 | 31 | 2 | 5 | 3 | 0.0 | 0 | BB | FRA | Online TA | TA/TO | 0 | 0 | 0 | E | E | 0 | No Deposit | 9.0 | NaN | 0 | Transient | 225.43 | 0 | 2 | Check-Out | 2017-09-07 |
| 119387 | City Hotel | 0 | 34 | 2017 | August | 35 | 31 | 2 | 5 | 2 | 0.0 | 0 | BB | DEU | Online TA | TA/TO | 0 | 0 | 0 | D | D | 0 | No Deposit | 9.0 | NaN | 0 | Transient | 157.71 | 0 | 4 | Check-Out | 2017-09-07 |
| 119388 | City Hotel | 0 | 109 | 2017 | August | 35 | 31 | 2 | 5 | 2 | 0.0 | 0 | BB | GBR | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 89.0 | NaN | 0 | Transient | 104.40 | 0 | 0 | Check-Out | 2017-09-07 |
| 119389 | City Hotel | 0 | 205 | 2017 | August | 35 | 29 | 2 | 7 | 2 | 0.0 | 0 | HB | DEU | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 9.0 | NaN | 0 | Transient | 151.20 | 0 | 2 | Check-Out | 2017-09-07 |
Most frequently occurring
| hotel | is_canceled | lead_time | arrival_date_year | arrival_date_month | arrival_date_week_number | arrival_date_day_of_month | stays_in_weekend_nights | stays_in_week_nights | adults | children | babies | meal | country | market_segment | distribution_channel | is_repeated_guest | previous_cancellations | previous_bookings_not_canceled | reserved_room_type | assigned_room_type | booking_changes | deposit_type | agent | company | days_in_waiting_list | customer_type | adr | required_car_parking_spaces | total_of_special_requests | reservation_status | reservation_status_date | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5407 | City Hotel | 1 | 277 | 2016 | November | 46 | 7 | 1 | 2 | 2 | 0.0 | 0 | BB | PRT | Groups | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | NaN | NaN | 0 | Transient | 100.0 | 0 | 0 | Canceled | 2016-04-04 | 180 |
| 4183 | City Hotel | 1 | 68 | 2016 | February | 8 | 17 | 0 | 2 | 2 | 0.0 | 0 | BB | PRT | Groups | TA/TO | 0 | 1 | 0 | A | A | 0 | Non Refund | 37.0 | NaN | 0 | Transient | 75.0 | 0 | 0 | Canceled | 2016-01-06 | 150 |
| 5077 | City Hotel | 1 | 188 | 2016 | June | 25 | 15 | 0 | 2 | 1 | 0.0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 119.0 | NaN | 39 | Transient | 130.0 | 0 | 0 | Canceled | 2016-01-18 | 109 |
| 4881 | City Hotel | 1 | 158 | 2016 | May | 22 | 24 | 0 | 2 | 1 | 0.0 | 0 | BB | PRT | Groups | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 37.0 | NaN | 31 | Transient | 130.0 | 0 | 0 | Canceled | 2016-01-18 | 101 |
| 3852 | City Hotel | 1 | 34 | 2015 | December | 50 | 8 | 0 | 2 | 1 | 0.0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 1 | 0 | A | A | 0 | Non Refund | 19.0 | NaN | 0 | Transient | 90.0 | 0 | 0 | Canceled | 2015-11-17 | 100 |
| 3794 | City Hotel | 1 | 28 | 2017 | March | 9 | 2 | 0 | 3 | 2 | 0.0 | 0 | BB | PRT | Groups | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | NaN | NaN | 0 | Transient | 95.0 | 0 | 0 | Canceled | 2017-02-02 | 99 |
| 3908 | City Hotel | 1 | 38 | 2017 | January | 2 | 14 | 0 | 1 | 1 | 0.0 | 0 | BB | PRT | Corporate | Corporate | 0 | 0 | 0 | A | A | 0 | Non Refund | NaN | 67.0 | 0 | Transient | 75.0 | 0 | 0 | Canceled | 2016-12-07 | 99 |
| 4874 | City Hotel | 1 | 156 | 2017 | April | 17 | 26 | 0 | 3 | 2 | 0.0 | 0 | BB | PRT | Groups | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 37.0 | NaN | 0 | Transient | 100.0 | 0 | 0 | Canceled | 2016-11-21 | 99 |
| 4207 | City Hotel | 1 | 71 | 2016 | June | 25 | 14 | 0 | 3 | 1 | 0.0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 236.0 | NaN | 0 | Transient | 120.0 | 0 | 0 | Canceled | 2016-04-27 | 89 |
| 4941 | City Hotel | 1 | 166 | 2016 | November | 45 | 1 | 0 | 3 | 1 | 0.0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 236.0 | NaN | 0 | Transient | 110.0 | 0 | 0 | Canceled | 2016-07-13 | 85 |